Overview

Dataset statistics

Number of variables24
Number of observations10459
Missing cells0
Missing cells (%)0.0%
Duplicate rows3
Duplicate rows (%)< 0.1%
Total size in memory2.4 MiB
Average record size in memory236.5 B

Variable types

Categorical1
Numeric23

Alerts

Dataset has 3 (< 0.1%) duplicate rowsDuplicates
AverageMInFile is highly overall correlated with MSinceOldestTradeOpenHigh correlation
ExternalRiskEstimate is highly overall correlated with MaxDelq/PublicRecLast12M and 2 other fieldsHigh correlation
MSinceMostRecentDelq is highly overall correlated with NumTrades60Ever/DerogPubRecHigh correlation
MSinceOldestTradeOpen is highly overall correlated with AverageMInFileHigh correlation
MaxDelq/PublicRecLast12M is highly overall correlated with ExternalRiskEstimate and 2 other fieldsHigh correlation
MaxDelqEver is highly overall correlated with ExternalRiskEstimate and 2 other fieldsHigh correlation
NetFractionInstallBurden is highly overall correlated with NumInstallTradesWBalanceHigh correlation
NetFractionRevolvingBurden is highly overall correlated with NumBank/NatlTradesWHighUtilization and 2 other fieldsHigh correlation
NumBank/NatlTradesWHighUtilization is highly overall correlated with NetFractionRevolvingBurden and 1 other fieldsHigh correlation
NumInqLast6M is highly overall correlated with NumInqLast6Mexcl7daysHigh correlation
NumInqLast6Mexcl7days is highly overall correlated with NumInqLast6MHigh correlation
NumInstallTradesWBalance is highly overall correlated with NetFractionInstallBurden and 1 other fieldsHigh correlation
NumRevolvingTradesWBalance is highly overall correlated with NetFractionRevolvingBurden and 3 other fieldsHigh correlation
NumSatisfactoryTrades is highly overall correlated with NumRevolvingTradesWBalance and 1 other fieldsHigh correlation
NumTotalTrades is highly overall correlated with NumRevolvingTradesWBalance and 1 other fieldsHigh correlation
NumTrades60Ever/DerogPubRec is highly overall correlated with MSinceMostRecentDelq and 1 other fieldsHigh correlation
NumTrades90Ever/DerogPubRec is highly overall correlated with NumTrades60Ever/DerogPubRecHigh correlation
PercentInstallTrades is highly overall correlated with NumInstallTradesWBalanceHigh correlation
PercentTradesNeverDelq is highly overall correlated with ExternalRiskEstimate and 2 other fieldsHigh correlation
PercentTradesWBalance is highly overall correlated with NetFractionRevolvingBurdenHigh correlation
MSinceMostRecentTradeOpen has 105 (1.0%) zerosZeros
NumTrades60Ever/DerogPubRec has 6802 (65.0%) zerosZeros
NumTrades90Ever/DerogPubRec has 7639 (73.0%) zerosZeros
MaxDelq/PublicRecLast12M has 336 (3.2%) zerosZeros
NumTotalTrades has 133 (1.3%) zerosZeros
NumTradesOpeninLast12M has 2508 (24.0%) zerosZeros
PercentInstallTrades has 193 (1.8%) zerosZeros
MSinceMostRecentInqexcl7days has 4582 (43.8%) zerosZeros
NumInqLast6M has 3924 (37.5%) zerosZeros
NumInqLast6Mexcl7days has 4078 (39.0%) zerosZeros
NetFractionRevolvingBurden has 608 (5.8%) zerosZeros
NumRevolvingTradesWBalance has 304 (2.9%) zerosZeros
NumBank/NatlTradesWHighUtilization has 4308 (41.2%) zerosZeros

Reproduction

Analysis started2024-05-13 09:47:18.544803
Analysis finished2024-05-13 09:48:07.096343
Duration48.55 seconds
Software versionydata-profiling v4.8.3
Download configurationconfig.json

Variables

RiskPerformance
Categorical

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size536.1 KiB
Bad
5459 
Good
5000 

Length

Max length4
Median length3
Mean length3.4780572
Min length3

Characters and Unicode

Total characters36377
Distinct characters5
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowBad
2nd rowBad
3rd rowBad
4th rowBad
5th rowBad

Common Values

ValueCountFrequency (%)
Bad 5459
52.2%
Good 5000
47.8%

Length

2024-05-13T11:48:07.167733image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-05-13T11:48:07.255200image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
ValueCountFrequency (%)
bad 5459
52.2%
good 5000
47.8%

Most occurring characters

ValueCountFrequency (%)
d 10459
28.8%
o 10000
27.5%
B 5459
15.0%
a 5459
15.0%
G 5000
13.7%

Most occurring categories

ValueCountFrequency (%)
(unknown) 36377
100.0%

Most frequent character per category

(unknown)
ValueCountFrequency (%)
d 10459
28.8%
o 10000
27.5%
B 5459
15.0%
a 5459
15.0%
G 5000
13.7%

Most occurring scripts

ValueCountFrequency (%)
(unknown) 36377
100.0%

Most frequent character per script

(unknown)
ValueCountFrequency (%)
d 10459
28.8%
o 10000
27.5%
B 5459
15.0%
a 5459
15.0%
G 5000
13.7%

Most occurring blocks

ValueCountFrequency (%)
(unknown) 36377
100.0%

Most frequent character per block

(unknown)
ValueCountFrequency (%)
d 10459
28.8%
o 10000
27.5%
B 5459
15.0%
a 5459
15.0%
G 5000
13.7%

ExternalRiskEstimate
Real number (ℝ)

HIGH CORRELATION 

Distinct61
Distinct (%)0.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean67.425758
Minimum-9
Maximum94
Zeros0
Zeros (%)0.0%
Negative598
Negative (%)5.7%
Memory size81.8 KiB
2024-05-13T11:48:07.350497image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/

Quantile statistics

Minimum-9
5-th percentile-9
Q163
median71
Q379
95-th percentile88
Maximum94
Range103
Interquartile range (IQR)16

Descriptive statistics

Standard deviation21.121621
Coefficient of variation (CV)0.31325745
Kurtosis6.9690754
Mean67.425758
Median Absolute Deviation (MAD)8
Skewness-2.5637044
Sum705206
Variance446.12288
MonotonicityNot monotonic
2024-05-13T11:48:07.450581image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
-9 598
 
5.7%
65 386
 
3.7%
66 376
 
3.6%
68 372
 
3.6%
73 369
 
3.5%
72 367
 
3.5%
70 350
 
3.3%
63 338
 
3.2%
75 331
 
3.2%
69 316
 
3.0%
Other values (51) 6656
63.6%
ValueCountFrequency (%)
-9 598
5.7%
33 1
 
< 0.1%
34 1
 
< 0.1%
36 2
 
< 0.1%
37 1
 
< 0.1%
39 1
 
< 0.1%
40 2
 
< 0.1%
41 1
 
< 0.1%
42 2
 
< 0.1%
43 5
 
< 0.1%
ValueCountFrequency (%)
94 1
 
< 0.1%
93 16
 
0.2%
92 34
 
0.3%
91 103
1.0%
90 100
 
1.0%
89 161
1.5%
88 201
1.9%
87 190
1.8%
86 254
2.4%
85 223
2.1%

MSinceOldestTradeOpen
Real number (ℝ)

HIGH CORRELATION 

Distinct526
Distinct (%)5.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean184.20537
Minimum-9
Maximum803
Zeros0
Zeros (%)0.0%
Negative827
Negative (%)7.9%
Memory size81.8 KiB
2024-05-13T11:48:07.567236image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/

Quantile statistics

Minimum-9
5-th percentile-9
Q1118
median178
Q3249.5
95-th percentile384
Maximum803
Range812
Interquartile range (IQR)131.5

Descriptive statistics

Standard deviation109.68382
Coefficient of variation (CV)0.59544309
Kurtosis0.25697493
Mean184.20537
Median Absolute Deviation (MAD)65
Skewness0.37214196
Sum1926604
Variance12030.54
MonotonicityNot monotonic
2024-05-13T11:48:07.685589image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
-9 588
 
5.6%
-8 239
 
2.3%
178 67
 
0.6%
132 67
 
0.6%
150 62
 
0.6%
176 62
 
0.6%
165 61
 
0.6%
183 58
 
0.6%
172 57
 
0.5%
169 57
 
0.5%
Other values (516) 9141
87.4%
ValueCountFrequency (%)
-9 588
5.6%
-8 239
2.3%
2 1
 
< 0.1%
4 1
 
< 0.1%
5 1
 
< 0.1%
6 3
 
< 0.1%
7 3
 
< 0.1%
8 5
 
< 0.1%
9 2
 
< 0.1%
10 6
 
0.1%
ValueCountFrequency (%)
803 1
< 0.1%
789 1
< 0.1%
604 1
< 0.1%
603 1
< 0.1%
598 1
< 0.1%
590 1
< 0.1%
589 2
< 0.1%
586 1
< 0.1%
584 1
< 0.1%
566 1
< 0.1%

MSinceMostRecentTradeOpen
Real number (ℝ)

ZEROS 

Distinct112
Distinct (%)1.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean8.5434554
Minimum-9
Maximum383
Zeros105
Zeros (%)1.0%
Negative588
Negative (%)5.6%
Memory size81.8 KiB
2024-05-13T11:48:07.799946image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/

Quantile statistics

Minimum-9
5-th percentile-9
Q13
median5
Q311
95-th percentile28
Maximum383
Range392
Interquartile range (IQR)8

Descriptive statistics

Standard deviation13.301745
Coefficient of variation (CV)1.5569514
Kurtosis96.598355
Mean8.5434554
Median Absolute Deviation (MAD)3
Skewness6.2757947
Sum89356
Variance176.93641
MonotonicityNot monotonic
2024-05-13T11:48:07.916479image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
2 1161
 
11.1%
3 1015
 
9.7%
4 885
 
8.5%
5 754
 
7.2%
1 733
 
7.0%
6 660
 
6.3%
-9 588
 
5.6%
7 575
 
5.5%
8 463
 
4.4%
9 414
 
4.0%
Other values (102) 3211
30.7%
ValueCountFrequency (%)
-9 588
5.6%
0 105
 
1.0%
1 733
7.0%
2 1161
11.1%
3 1015
9.7%
4 885
8.5%
5 754
7.2%
6 660
6.3%
7 575
5.5%
8 463
 
4.4%
ValueCountFrequency (%)
383 1
< 0.1%
227 1
< 0.1%
207 1
< 0.1%
184 1
< 0.1%
178 1
< 0.1%
163 1
< 0.1%
159 1
< 0.1%
156 2
< 0.1%
152 1
< 0.1%
145 2
< 0.1%

AverageMInFile
Real number (ℝ)

HIGH CORRELATION 

Distinct237
Distinct (%)2.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean73.843293
Minimum-9
Maximum383
Zeros0
Zeros (%)0.0%
Negative588
Negative (%)5.6%
Memory size81.8 KiB
2024-05-13T11:48:08.018106image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/

Quantile statistics

Minimum-9
5-th percentile-9
Q152
median74
Q395
95-th percentile138
Maximum383
Range392
Interquartile range (IQR)43

Descriptive statistics

Standard deviation38.782803
Coefficient of variation (CV)0.52520413
Kurtosis1.7280117
Mean73.843293
Median Absolute Deviation (MAD)21
Skewness0.32065048
Sum772327
Variance1504.1058
MonotonicityNot monotonic
2024-05-13T11:48:08.133871image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
-9 588
 
5.6%
71 154
 
1.5%
79 154
 
1.5%
74 151
 
1.4%
68 148
 
1.4%
80 147
 
1.4%
75 145
 
1.4%
84 144
 
1.4%
63 141
 
1.3%
70 141
 
1.3%
Other values (227) 8546
81.7%
ValueCountFrequency (%)
-9 588
5.6%
4 4
 
< 0.1%
5 6
 
0.1%
6 4
 
< 0.1%
7 9
 
0.1%
8 12
 
0.1%
9 15
 
0.1%
10 12
 
0.1%
11 12
 
0.1%
12 14
 
0.1%
ValueCountFrequency (%)
383 1
< 0.1%
322 1
< 0.1%
275 1
< 0.1%
273 1
< 0.1%
263 1
< 0.1%
258 1
< 0.1%
257 1
< 0.1%
256 1
< 0.1%
252 1
< 0.1%
249 1
< 0.1%

NumSatisfactoryTrades
Real number (ℝ)

HIGH CORRELATION 

Distinct74
Distinct (%)0.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean19.428052
Minimum-9
Maximum79
Zeros4
Zeros (%)< 0.1%
Negative588
Negative (%)5.6%
Memory size81.8 KiB
2024-05-13T11:48:08.250451image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/

Quantile statistics

Minimum-9
5-th percentile-9
Q112
median19
Q327
95-th percentile42
Maximum79
Range88
Interquartile range (IQR)15

Descriptive statistics

Standard deviation13.004327
Coefficient of variation (CV)0.66935822
Kurtosis0.70796588
Mean19.428052
Median Absolute Deviation (MAD)8
Skewness0.19360718
Sum203198
Variance169.11251
MonotonicityNot monotonic
2024-05-13T11:48:08.367106image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
-9 588
 
5.6%
18 386
 
3.7%
15 384
 
3.7%
16 376
 
3.6%
22 369
 
3.5%
19 366
 
3.5%
13 364
 
3.5%
14 347
 
3.3%
21 346
 
3.3%
20 343
 
3.3%
Other values (64) 6590
63.0%
ValueCountFrequency (%)
-9 588
5.6%
0 4
 
< 0.1%
1 49
 
0.5%
2 92
 
0.9%
3 102
 
1.0%
4 138
 
1.3%
5 154
 
1.5%
6 186
 
1.8%
7 216
 
2.1%
8 219
 
2.1%
ValueCountFrequency (%)
79 1
 
< 0.1%
78 1
 
< 0.1%
75 1
 
< 0.1%
74 2
 
< 0.1%
70 2
 
< 0.1%
67 3
< 0.1%
66 2
 
< 0.1%
65 4
< 0.1%
64 6
0.1%
63 5
< 0.1%

NumTrades60Ever/DerogPubRec
Real number (ℝ)

HIGH CORRELATION  ZEROS 

Distinct19
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.042738312
Minimum-9
Maximum19
Zeros6802
Zeros (%)65.0%
Negative588
Negative (%)5.6%
Memory size81.8 KiB
2024-05-13T11:48:08.450400image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/

Quantile statistics

Minimum-9
5-th percentile-9
Q10
median0
Q31
95-th percentile3
Maximum19
Range28
Interquartile range (IQR)1

Descriptive statistics

Standard deviation2.5139104
Coefficient of variation (CV)58.821003
Kurtosis8.6452285
Mean0.042738312
Median Absolute Deviation (MAD)0
Skewness-1.9898332
Sum447
Variance6.3197453
MonotonicityNot monotonic
2024-05-13T11:48:08.533472image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
Histogram with fixed size bins (bins=19)
ValueCountFrequency (%)
0 6802
65.0%
1 1802
 
17.2%
2 692
 
6.6%
-9 588
 
5.6%
3 246
 
2.4%
4 148
 
1.4%
5 73
 
0.7%
6 37
 
0.4%
7 30
 
0.3%
8 11
 
0.1%
Other values (9) 30
 
0.3%
ValueCountFrequency (%)
-9 588
 
5.6%
0 6802
65.0%
1 1802
 
17.2%
2 692
 
6.6%
3 246
 
2.4%
4 148
 
1.4%
5 73
 
0.7%
6 37
 
0.4%
7 30
 
0.3%
8 11
 
0.1%
ValueCountFrequency (%)
19 1
 
< 0.1%
17 1
 
< 0.1%
16 1
 
< 0.1%
14 2
 
< 0.1%
13 2
 
< 0.1%
12 3
 
< 0.1%
11 4
 
< 0.1%
10 8
0.1%
9 8
0.1%
8 11
0.1%

NumTrades90Ever/DerogPubRec
Real number (ℝ)

HIGH CORRELATION  ZEROS 

Distinct17
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.14284348
Minimum-9
Maximum19
Zeros7639
Zeros (%)73.0%
Negative588
Negative (%)5.6%
Memory size81.8 KiB
2024-05-13T11:48:08.633355image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/

Quantile statistics

Minimum-9
5-th percentile-9
Q10
median0
Q30
95-th percentile2
Maximum19
Range28
Interquartile range (IQR)0

Descriptive statistics

Standard deviation2.3673973
Coefficient of variation (CV)-16.573366
Kurtosis10.001449
Mean-0.14284348
Median Absolute Deviation (MAD)0
Skewness-2.4432747
Sum-1494
Variance5.6045699
MonotonicityNot monotonic
2024-05-13T11:48:08.716759image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
Histogram with fixed size bins (bins=17)
ValueCountFrequency (%)
0 7639
73.0%
1 1436
 
13.7%
-9 588
 
5.6%
2 488
 
4.7%
3 129
 
1.2%
4 83
 
0.8%
5 38
 
0.4%
6 18
 
0.2%
7 16
 
0.2%
9 8
 
0.1%
Other values (7) 16
 
0.2%
ValueCountFrequency (%)
-9 588
 
5.6%
0 7639
73.0%
1 1436
 
13.7%
2 488
 
4.7%
3 129
 
1.2%
4 83
 
0.8%
5 38
 
0.4%
6 18
 
0.2%
7 16
 
0.2%
8 3
 
< 0.1%
ValueCountFrequency (%)
19 1
 
< 0.1%
16 2
 
< 0.1%
14 1
 
< 0.1%
12 2
 
< 0.1%
11 2
 
< 0.1%
10 5
 
< 0.1%
9 8
0.1%
8 3
 
< 0.1%
7 16
0.2%
6 18
0.2%

PercentTradesNeverDelq
Real number (ℝ)

HIGH CORRELATION 

Distinct72
Distinct (%)0.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean86.661536
Minimum-9
Maximum100
Zeros6
Zeros (%)0.1%
Negative588
Negative (%)5.6%
Memory size81.8 KiB
2024-05-13T11:48:08.817031image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/

Quantile statistics

Minimum-9
5-th percentile-9
Q187
median96
Q3100
95-th percentile100
Maximum100
Range109
Interquartile range (IQR)13

Descriptive statistics

Standard deviation25.999584
Coefficient of variation (CV)0.30001296
Kurtosis7.612972
Mean86.661536
Median Absolute Deviation (MAD)4
Skewness-2.8768783
Sum906393
Variance675.97837
MonotonicityNot monotonic
2024-05-13T11:48:08.933449image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
100 4607
44.0%
-9 588
 
5.6%
96 414
 
4.0%
97 389
 
3.7%
95 379
 
3.6%
94 351
 
3.4%
93 304
 
2.9%
92 292
 
2.8%
88 244
 
2.3%
90 218
 
2.1%
Other values (62) 2673
25.6%
ValueCountFrequency (%)
-9 588
5.6%
0 6
 
0.1%
11 1
 
< 0.1%
20 4
 
< 0.1%
22 1
 
< 0.1%
25 6
 
0.1%
27 1
 
< 0.1%
28 1
 
< 0.1%
29 4
 
< 0.1%
30 4
 
< 0.1%
ValueCountFrequency (%)
100 4607
44.0%
99 6
 
0.1%
98 173
 
1.7%
97 389
 
3.7%
96 414
 
4.0%
95 379
 
3.6%
94 351
 
3.4%
93 304
 
2.9%
92 292
 
2.8%
91 188
 
1.8%

MSinceMostRecentDelq
Real number (ℝ)

HIGH CORRELATION 

Distinct87
Distinct (%)0.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean6.7624056
Minimum-9
Maximum83
Zeros102
Zeros (%)1.0%
Negative5428
Negative (%)51.9%
Memory size81.8 KiB
2024-05-13T11:48:09.033482image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/

Quantile statistics

Minimum-9
5-th percentile-9
Q1-7
median-7
Q314
95-th percentile55
Maximum83
Range92
Interquartile range (IQR)21

Descriptive statistics

Standard deviation20.50125
Coefficient of variation (CV)3.0316505
Kurtosis2.0720202
Mean6.7624056
Median Absolute Deviation (MAD)2
Skewness1.6585558
Sum70728
Variance420.30126
MonotonicityNot monotonic
2024-05-13T11:48:09.233588image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
-7 4664
44.6%
-9 588
 
5.6%
1 307
 
2.9%
2 294
 
2.8%
3 253
 
2.4%
4 228
 
2.2%
5 178
 
1.7%
-8 176
 
1.7%
6 170
 
1.6%
8 146
 
1.4%
Other values (77) 3455
33.0%
ValueCountFrequency (%)
-9 588
 
5.6%
-8 176
 
1.7%
-7 4664
44.6%
0 102
 
1.0%
1 307
 
2.9%
2 294
 
2.8%
3 253
 
2.4%
4 228
 
2.2%
5 178
 
1.7%
6 170
 
1.6%
ValueCountFrequency (%)
83 1
 
< 0.1%
82 1
 
< 0.1%
81 14
0.1%
80 15
0.1%
79 19
0.2%
78 16
0.2%
77 14
0.1%
76 15
0.1%
75 9
0.1%
74 12
0.1%

MaxDelq/PublicRecLast12M
Real number (ℝ)

HIGH CORRELATION  ZEROS 

Distinct10
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4.9282914
Minimum-9
Maximum9
Zeros336
Zeros (%)3.2%
Negative588
Negative (%)5.6%
Memory size81.8 KiB
2024-05-13T11:48:09.316954image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/

Quantile statistics

Minimum-9
5-th percentile-9
Q14
median6
Q37
95-th percentile7
Maximum9
Range18
Interquartile range (IQR)3

Descriptive statistics

Standard deviation3.756275
Coefficient of variation (CV)0.76218606
Kurtosis7.7797272
Mean4.9282914
Median Absolute Deviation (MAD)1
Skewness-2.8777089
Sum51545
Variance14.109602
MonotonicityNot monotonic
2024-05-13T11:48:09.400557image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%)
7 4223
40.4%
6 3127
29.9%
4 1612
 
15.4%
-9 588
 
5.6%
0 336
 
3.2%
5 236
 
2.3%
3 224
 
2.1%
1 54
 
0.5%
2 53
 
0.5%
9 6
 
0.1%
ValueCountFrequency (%)
-9 588
 
5.6%
0 336
 
3.2%
1 54
 
0.5%
2 53
 
0.5%
3 224
 
2.1%
4 1612
 
15.4%
5 236
 
2.3%
6 3127
29.9%
7 4223
40.4%
9 6
 
0.1%
ValueCountFrequency (%)
9 6
 
0.1%
7 4223
40.4%
6 3127
29.9%
5 236
 
2.3%
4 1612
 
15.4%
3 224
 
2.1%
2 53
 
0.5%
1 54
 
0.5%
0 336
 
3.2%
-9 588
 
5.6%

MaxDelqEver
Real number (ℝ)

HIGH CORRELATION 

Distinct8
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5.5101826
Minimum-9
Maximum8
Zeros0
Zeros (%)0.0%
Negative588
Negative (%)5.6%
Memory size81.8 KiB
2024-05-13T11:48:09.466809image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/

Quantile statistics

Minimum-9
5-th percentile-9
Q15
median6
Q38
95-th percentile8
Maximum8
Range17
Interquartile range (IQR)3

Descriptive statistics

Standard deviation3.9711821
Coefficient of variation (CV)0.72069882
Kurtosis7.1424737
Mean5.5101826
Median Absolute Deviation (MAD)2
Skewness-2.6934869
Sum57631
Variance15.770287
MonotonicityNot monotonic
2024-05-13T11:48:09.551958image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%)
8 4532
43.3%
6 2868
27.4%
5 968
 
9.3%
2 739
 
7.1%
-9 588
 
5.6%
4 321
 
3.1%
3 311
 
3.0%
7 132
 
1.3%
ValueCountFrequency (%)
-9 588
 
5.6%
2 739
 
7.1%
3 311
 
3.0%
4 321
 
3.1%
5 968
 
9.3%
6 2868
27.4%
7 132
 
1.3%
8 4532
43.3%
ValueCountFrequency (%)
8 4532
43.3%
7 132
 
1.3%
6 2868
27.4%
5 968
 
9.3%
4 321
 
3.1%
3 311
 
3.0%
2 739
 
7.1%
-9 588
 
5.6%

NumTotalTrades
Real number (ℝ)

HIGH CORRELATION  ZEROS 

Distinct88
Distinct (%)0.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean20.856965
Minimum-9
Maximum104
Zeros133
Zeros (%)1.3%
Negative588
Negative (%)5.6%
Memory size81.8 KiB
2024-05-13T11:48:09.651992image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/

Quantile statistics

Minimum-9
5-th percentile-9
Q112
median20
Q329
95-th percentile46
Maximum104
Range113
Interquartile range (IQR)17

Descriptive statistics

Standard deviation14.580905
Coefficient of variation (CV)0.69909044
Kurtosis1.0395927
Mean20.856965
Median Absolute Deviation (MAD)9
Skewness0.41817175
Sum218143
Variance212.60279
MonotonicityNot monotonic
2024-05-13T11:48:09.766940image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
-9 588
 
5.6%
15 358
 
3.4%
16 354
 
3.4%
17 350
 
3.3%
22 334
 
3.2%
20 330
 
3.2%
24 327
 
3.1%
21 321
 
3.1%
19 312
 
3.0%
18 312
 
3.0%
Other values (78) 6873
65.7%
ValueCountFrequency (%)
-9 588
5.6%
0 133
 
1.3%
1 45
 
0.4%
2 76
 
0.7%
3 115
 
1.1%
4 119
 
1.1%
5 132
 
1.3%
6 147
 
1.4%
7 190
 
1.8%
8 186
 
1.8%
ValueCountFrequency (%)
104 1
 
< 0.1%
100 1
 
< 0.1%
87 1
 
< 0.1%
86 1
 
< 0.1%
85 1
 
< 0.1%
84 1
 
< 0.1%
83 3
< 0.1%
82 2
< 0.1%
79 2
< 0.1%
78 2
< 0.1%

NumTradesOpeninLast12M
Real number (ℝ)

ZEROS 

Distinct19
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.2530835
Minimum-9
Maximum19
Zeros2508
Zeros (%)24.0%
Negative588
Negative (%)5.6%
Memory size81.8 KiB
2024-05-13T11:48:09.849941image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/

Quantile statistics

Minimum-9
5-th percentile-9
Q10
median1
Q33
95-th percentile5
Maximum19
Range28
Interquartile range (IQR)3

Descriptive statistics

Standard deviation3.0686835
Coefficient of variation (CV)2.4489059
Kurtosis5.2005153
Mean1.2530835
Median Absolute Deviation (MAD)1
Skewness-1.5821848
Sum13106
Variance9.4168185
MonotonicityNot monotonic
2024-05-13T11:48:09.934734image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
Histogram with fixed size bins (bins=19)
ValueCountFrequency (%)
1 2528
24.2%
0 2508
24.0%
2 1969
18.8%
3 1302
12.4%
4 744
 
7.1%
-9 588
 
5.6%
5 365
 
3.5%
6 229
 
2.2%
7 108
 
1.0%
8 56
 
0.5%
Other values (9) 62
 
0.6%
ValueCountFrequency (%)
-9 588
 
5.6%
0 2508
24.0%
1 2528
24.2%
2 1969
18.8%
3 1302
12.4%
4 744
 
7.1%
5 365
 
3.5%
6 229
 
2.2%
7 108
 
1.0%
8 56
 
0.5%
ValueCountFrequency (%)
19 1
 
< 0.1%
17 1
 
< 0.1%
16 1
 
< 0.1%
14 2
 
< 0.1%
13 2
 
< 0.1%
12 4
 
< 0.1%
11 8
 
0.1%
10 18
 
0.2%
9 25
0.2%
8 56
0.5%

PercentInstallTrades
Real number (ℝ)

HIGH CORRELATION  ZEROS 

Distinct96
Distinct (%)0.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean32.16646
Minimum-9
Maximum100
Zeros193
Zeros (%)1.8%
Negative588
Negative (%)5.6%
Memory size81.8 KiB
2024-05-13T11:48:10.050163image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/

Quantile statistics

Minimum-9
5-th percentile-9
Q120
median31
Q344
95-th percentile67
Maximum100
Range109
Interquartile range (IQR)24

Descriptive statistics

Standard deviation20.128634
Coefficient of variation (CV)0.62576467
Kurtosis0.49069924
Mean32.16646
Median Absolute Deviation (MAD)12
Skewness0.25188085
Sum336429
Variance405.1619
MonotonicityNot monotonic
2024-05-13T11:48:10.166121image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
-9 588
 
5.6%
33 449
 
4.3%
50 417
 
4.0%
29 334
 
3.2%
25 321
 
3.1%
38 274
 
2.6%
20 273
 
2.6%
36 247
 
2.4%
40 242
 
2.3%
27 226
 
2.2%
Other values (86) 7088
67.8%
ValueCountFrequency (%)
-9 588
5.6%
0 193
 
1.8%
2 1
 
< 0.1%
3 12
 
0.1%
4 29
 
0.3%
5 31
 
0.3%
6 36
 
0.3%
7 57
 
0.5%
8 77
 
0.7%
9 83
 
0.8%
ValueCountFrequency (%)
100 76
0.7%
94 1
 
< 0.1%
93 1
 
< 0.1%
92 2
 
< 0.1%
91 3
 
< 0.1%
90 5
 
< 0.1%
89 4
 
< 0.1%
88 5
 
< 0.1%
87 3
 
< 0.1%
86 12
 
0.1%

MSinceMostRecentInqexcl7days
Real number (ℝ)

ZEROS 

Distinct28
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.32536571
Minimum-9
Maximum24
Zeros4582
Zeros (%)43.8%
Negative2919
Negative (%)27.9%
Memory size81.8 KiB
2024-05-13T11:48:10.251032image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/

Quantile statistics

Minimum-9
5-th percentile-9
Q1-7
median0
Q31
95-th percentile12
Maximum24
Range33
Interquartile range (IQR)8

Descriptive statistics

Standard deviation6.0675563
Coefficient of variation (CV)-18.64842
Kurtosis2.0624184
Mean-0.32536571
Median Absolute Deviation (MAD)2
Skewness1.0297288
Sum-3403
Variance36.81524
MonotonicityNot monotonic
2024-05-13T11:48:10.349908image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
Histogram with fixed size bins (bins=28)
ValueCountFrequency (%)
0 4582
43.8%
-7 1855
17.7%
1 614
 
5.9%
-9 588
 
5.6%
-8 476
 
4.6%
2 378
 
3.6%
3 309
 
3.0%
4 268
 
2.6%
5 191
 
1.8%
6 150
 
1.4%
Other values (18) 1048
 
10.0%
ValueCountFrequency (%)
-9 588
 
5.6%
-8 476
 
4.6%
-7 1855
17.7%
0 4582
43.8%
1 614
 
5.9%
2 378
 
3.6%
3 309
 
3.0%
4 268
 
2.6%
5 191
 
1.8%
6 150
 
1.4%
ValueCountFrequency (%)
24 8
 
0.1%
23 32
0.3%
22 35
0.3%
21 32
0.3%
20 31
0.3%
19 45
0.4%
18 34
0.3%
17 42
0.4%
16 49
0.5%
15 45
0.4%

NumInqLast6M
Real number (ℝ)

HIGH CORRELATION  ZEROS 

Distinct27
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.86815183
Minimum-9
Maximum66
Zeros3924
Zeros (%)37.5%
Negative588
Negative (%)5.6%
Memory size81.8 KiB
2024-05-13T11:48:10.449827image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/

Quantile statistics

Minimum-9
5-th percentile-9
Q10
median1
Q32
95-th percentile5
Maximum66
Range75
Interquartile range (IQR)2

Descriptive statistics

Standard deviation3.1793039
Coefficient of variation (CV)3.6621519
Kurtosis26.528076
Mean0.86815183
Median Absolute Deviation (MAD)1
Skewness0.3229466
Sum9080
Variance10.107973
MonotonicityNot monotonic
2024-05-13T11:48:10.533167image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
Histogram with fixed size bins (bins=27)
ValueCountFrequency (%)
0 3924
37.5%
1 2545
24.3%
2 1510
 
14.4%
3 761
 
7.3%
-9 588
 
5.6%
4 490
 
4.7%
5 242
 
2.3%
6 140
 
1.3%
7 81
 
0.8%
8 61
 
0.6%
Other values (17) 117
 
1.1%
ValueCountFrequency (%)
-9 588
 
5.6%
0 3924
37.5%
1 2545
24.3%
2 1510
 
14.4%
3 761
 
7.3%
4 490
 
4.7%
5 242
 
2.3%
6 140
 
1.3%
7 81
 
0.8%
8 61
 
0.6%
ValueCountFrequency (%)
66 1
 
< 0.1%
46 1
 
< 0.1%
29 1
 
< 0.1%
24 2
< 0.1%
21 1
 
< 0.1%
20 1
 
< 0.1%
19 3
< 0.1%
18 1
 
< 0.1%
17 3
< 0.1%
16 4
< 0.1%

NumInqLast6Mexcl7days
Real number (ℝ)

HIGH CORRELATION  ZEROS 

Distinct27
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.81260159
Minimum-9
Maximum66
Zeros4078
Zeros (%)39.0%
Negative588
Negative (%)5.6%
Memory size81.8 KiB
2024-05-13T11:48:10.633552image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/

Quantile statistics

Minimum-9
5-th percentile-9
Q10
median1
Q32
95-th percentile5
Maximum66
Range75
Interquartile range (IQR)2

Descriptive statistics

Standard deviation3.1436978
Coefficient of variation (CV)3.8686829
Kurtosis27.691497
Mean0.81260159
Median Absolute Deviation (MAD)1
Skewness0.32495956
Sum8499
Variance9.882836
MonotonicityNot monotonic
2024-05-13T11:48:10.731521image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
Histogram with fixed size bins (bins=27)
ValueCountFrequency (%)
0 4078
39.0%
1 2529
24.2%
2 1450
 
13.9%
3 759
 
7.3%
-9 588
 
5.6%
4 454
 
4.3%
5 232
 
2.2%
6 132
 
1.3%
7 71
 
0.7%
8 59
 
0.6%
Other values (17) 107
 
1.0%
ValueCountFrequency (%)
-9 588
 
5.6%
0 4078
39.0%
1 2529
24.2%
2 1450
 
13.9%
3 759
 
7.3%
4 454
 
4.3%
5 232
 
2.2%
6 132
 
1.3%
7 71
 
0.7%
8 59
 
0.6%
ValueCountFrequency (%)
66 1
 
< 0.1%
46 1
 
< 0.1%
29 1
 
< 0.1%
24 2
< 0.1%
21 1
 
< 0.1%
20 1
 
< 0.1%
19 2
< 0.1%
18 2
< 0.1%
17 1
 
< 0.1%
16 4
< 0.1%

NetFractionRevolvingBurden
Real number (ℝ)

HIGH CORRELATION  ZEROS 

Distinct128
Distinct (%)1.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean31.629888
Minimum-9
Maximum232
Zeros608
Zeros (%)5.8%
Negative774
Negative (%)7.4%
Memory size81.8 KiB
2024-05-13T11:48:10.835174image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/

Quantile statistics

Minimum-9
5-th percentile-9
Q15
median25
Q354
95-th percentile88
Maximum232
Range241
Interquartile range (IQR)49

Descriptive statistics

Standard deviation30.06014
Coefficient of variation (CV)0.95037136
Kurtosis-0.48229942
Mean31.629888
Median Absolute Deviation (MAD)22
Skewness0.61083206
Sum330817
Variance903.612
MonotonicityNot monotonic
2024-05-13T11:48:10.935601image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 608
 
5.8%
-9 588
 
5.6%
1 303
 
2.9%
2 274
 
2.6%
3 259
 
2.5%
4 225
 
2.2%
5 208
 
2.0%
6 198
 
1.9%
-8 186
 
1.8%
8 166
 
1.6%
Other values (118) 7444
71.2%
ValueCountFrequency (%)
-9 588
5.6%
-8 186
 
1.8%
0 608
5.8%
1 303
2.9%
2 274
2.6%
3 259
2.5%
4 225
 
2.2%
5 208
 
2.0%
6 198
 
1.9%
7 150
 
1.4%
ValueCountFrequency (%)
232 1
< 0.1%
165 1
< 0.1%
154 1
< 0.1%
135 1
< 0.1%
131 1
< 0.1%
126 1
< 0.1%
124 1
< 0.1%
120 2
< 0.1%
118 2
< 0.1%
117 1
< 0.1%

NetFractionInstallBurden
Real number (ℝ)

HIGH CORRELATION 

Distinct139
Distinct (%)1.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean39.158906
Minimum-9
Maximum471
Zeros10
Zeros (%)0.1%
Negative4007
Negative (%)38.3%
Memory size81.8 KiB
2024-05-13T11:48:11.049330image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/

Quantile statistics

Minimum-9
5-th percentile-9
Q1-8
median47
Q379
95-th percentile97
Maximum471
Range480
Interquartile range (IQR)87

Descriptive statistics

Standard deviation42.101601
Coefficient of variation (CV)1.0751475
Kurtosis-0.58418627
Mean39.158906
Median Absolute Deviation (MAD)44
Skewness0.12003297
Sum409563
Variance1772.5448
MonotonicityNot monotonic
2024-05-13T11:48:11.152024image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
-8 3419
32.7%
-9 588
 
5.6%
100 174
 
1.7%
92 144
 
1.4%
83 134
 
1.3%
77 133
 
1.3%
87 130
 
1.2%
75 128
 
1.2%
95 126
 
1.2%
89 125
 
1.2%
Other values (129) 5358
51.2%
ValueCountFrequency (%)
-9 588
 
5.6%
-8 3419
32.7%
0 10
 
0.1%
1 4
 
< 0.1%
2 15
 
0.1%
3 21
 
0.2%
4 11
 
0.1%
5 17
 
0.2%
6 24
 
0.2%
7 5
 
< 0.1%
ValueCountFrequency (%)
471 1
< 0.1%
196 1
< 0.1%
190 1
< 0.1%
165 1
< 0.1%
153 1
< 0.1%
152 1
< 0.1%
151 1
< 0.1%
144 1
< 0.1%
142 1
< 0.1%
140 1
< 0.1%

NumRevolvingTradesWBalance
Real number (ℝ)

HIGH CORRELATION  ZEROS 

Distinct31
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.1850081
Minimum-9
Maximum32
Zeros304
Zeros (%)2.9%
Negative744
Negative (%)7.1%
Memory size81.8 KiB
2024-05-13T11:48:11.252233image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/

Quantile statistics

Minimum-9
5-th percentile-9
Q12
median3
Q35
95-th percentile10
Maximum32
Range41
Interquartile range (IQR)3

Descriptive statistics

Standard deviation4.413173
Coefficient of variation (CV)1.3856081
Kurtosis3.1012166
Mean3.1850081
Median Absolute Deviation (MAD)2
Skewness-0.64216118
Sum33312
Variance19.476096
MonotonicityNot monotonic
2024-05-13T11:48:11.333006image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
Histogram with fixed size bins (bins=31)
ValueCountFrequency (%)
2 1708
16.3%
3 1608
15.4%
4 1361
13.0%
1 1331
12.7%
5 1010
9.7%
6 744
7.1%
-9 588
 
5.6%
7 507
 
4.8%
8 350
 
3.3%
0 304
 
2.9%
Other values (21) 948
9.1%
ValueCountFrequency (%)
-9 588
 
5.6%
-8 156
 
1.5%
0 304
 
2.9%
1 1331
12.7%
2 1708
16.3%
3 1608
15.4%
4 1361
13.0%
5 1010
9.7%
6 744
7.1%
7 507
 
4.8%
ValueCountFrequency (%)
32 1
 
< 0.1%
29 1
 
< 0.1%
27 1
 
< 0.1%
26 1
 
< 0.1%
25 1
 
< 0.1%
24 3
< 0.1%
23 1
 
< 0.1%
21 5
< 0.1%
20 4
< 0.1%
19 4
< 0.1%

NumInstallTradesWBalance
Real number (ℝ)

HIGH CORRELATION 

Distinct20
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.97609714
Minimum-9
Maximum23
Zeros0
Zeros (%)0.0%
Negative1449
Negative (%)13.9%
Memory size81.8 KiB
2024-05-13T11:48:11.433019image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/

Quantile statistics

Minimum-9
5-th percentile-9
Q11
median2
Q33
95-th percentile5
Maximum23
Range32
Interquartile range (IQR)2

Descriptive statistics

Standard deviation4.0609954
Coefficient of variation (CV)4.1604418
Kurtosis1.6946646
Mean0.97609714
Median Absolute Deviation (MAD)1
Skewness-1.3848941
Sum10209
Variance16.491683
MonotonicityNot monotonic
2024-05-13T11:48:11.516423image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
Histogram with fixed size bins (bins=20)
ValueCountFrequency (%)
2 2863
27.4%
1 2648
25.3%
3 1809
17.3%
4 922
 
8.8%
-8 861
 
8.2%
-9 588
 
5.6%
5 352
 
3.4%
6 186
 
1.8%
7 86
 
0.8%
8 49
 
0.5%
Other values (10) 95
 
0.9%
ValueCountFrequency (%)
-9 588
 
5.6%
-8 861
 
8.2%
1 2648
25.3%
2 2863
27.4%
3 1809
17.3%
4 922
 
8.8%
5 352
 
3.4%
6 186
 
1.8%
7 86
 
0.8%
8 49
 
0.5%
ValueCountFrequency (%)
23 1
 
< 0.1%
19 2
 
< 0.1%
16 1
 
< 0.1%
15 1
 
< 0.1%
14 6
 
0.1%
13 5
 
< 0.1%
12 10
 
0.1%
11 15
0.1%
10 18
0.2%
9 36
0.3%

NumBank/NatlTradesWHighUtilization
Real number (ℝ)

HIGH CORRELATION  ZEROS 

Distinct19
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.018070561
Minimum-9
Maximum18
Zeros4308
Zeros (%)41.2%
Negative1171
Negative (%)11.2%
Memory size81.8 KiB
2024-05-13T11:48:11.600419image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/

Quantile statistics

Minimum-9
5-th percentile-9
Q10
median0
Q31
95-th percentile4
Maximum18
Range27
Interquartile range (IQR)1

Descriptive statistics

Standard deviation3.3581347
Coefficient of variation (CV)185.83456
Kurtosis2.6822193
Mean0.018070561
Median Absolute Deviation (MAD)1
Skewness-1.422632
Sum189
Variance11.277069
MonotonicityNot monotonic
2024-05-13T11:48:11.784934image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
Histogram with fixed size bins (bins=19)
ValueCountFrequency (%)
0 4308
41.2%
1 2514
24.0%
2 1222
 
11.7%
3 620
 
5.9%
-9 588
 
5.6%
-8 583
 
5.6%
4 280
 
2.7%
5 154
 
1.5%
6 81
 
0.8%
7 38
 
0.4%
Other values (9) 71
 
0.7%
ValueCountFrequency (%)
-9 588
 
5.6%
-8 583
 
5.6%
0 4308
41.2%
1 2514
24.0%
2 1222
 
11.7%
3 620
 
5.9%
4 280
 
2.7%
5 154
 
1.5%
6 81
 
0.8%
7 38
 
0.4%
ValueCountFrequency (%)
18 1
 
< 0.1%
16 1
 
< 0.1%
15 1
 
< 0.1%
13 3
 
< 0.1%
12 4
 
< 0.1%
11 10
 
0.1%
10 10
 
0.1%
9 11
 
0.1%
8 30
0.3%
7 38
0.4%

PercentTradesWBalance
Real number (ℝ)

HIGH CORRELATION 

Distinct95
Distinct (%)0.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean62.079166
Minimum-9
Maximum100
Zeros45
Zeros (%)0.4%
Negative606
Negative (%)5.8%
Memory size81.8 KiB
2024-05-13T11:48:11.885221image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/

Quantile statistics

Minimum-9
5-th percentile-9
Q147
median67
Q382
95-th percentile100
Maximum100
Range109
Interquartile range (IQR)35

Descriptive statistics

Standard deviation27.711565
Coefficient of variation (CV)0.44639073
Kurtosis0.44518936
Mean62.079166
Median Absolute Deviation (MAD)17
Skewness-0.81878621
Sum649286
Variance767.93081
MonotonicityNot monotonic
2024-05-13T11:48:12.001545image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
100 1277
 
12.2%
50 733
 
7.0%
67 611
 
5.8%
-9 588
 
5.6%
75 535
 
5.1%
80 374
 
3.6%
60 342
 
3.3%
83 316
 
3.0%
71 281
 
2.7%
33 273
 
2.6%
Other values (85) 5129
49.0%
ValueCountFrequency (%)
-9 588
5.6%
-8 18
 
0.2%
0 45
 
0.4%
4 1
 
< 0.1%
6 1
 
< 0.1%
7 1
 
< 0.1%
8 3
 
< 0.1%
9 2
 
< 0.1%
10 6
 
0.1%
11 8
 
0.1%
ValueCountFrequency (%)
100 1277
12.2%
96 3
 
< 0.1%
95 13
 
0.1%
94 28
 
0.3%
93 37
 
0.4%
92 82
 
0.8%
91 82
 
0.8%
90 93
 
0.9%
89 138
 
1.3%
88 176
 
1.7%

Interactions

2024-05-13T11:48:04.584965image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:19.976158image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:22.191408image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:24.223721image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:26.237474image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:28.356159image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:30.263829image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:32.376526image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:34.341367image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:36.457383image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:38.356461image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:40.424294image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:42.355430image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:44.355009image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:46.287942image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:48.254230image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:50.237857image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:52.344930image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:54.402956image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:56.354614image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:58.669609image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:48:00.544617image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:48:02.478614image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:48:04.667990image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:20.093914image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:22.277565image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:24.293291image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:26.307446image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:28.445964image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:30.343140image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:32.457452image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:34.433239image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:36.535041image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:38.441507image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:40.504452image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:42.439317image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:44.438792image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:46.365549image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:48.345960image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:50.320371image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:52.420424image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:54.486278image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:56.436602image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:58.753233image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:48:00.618557image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:48:02.551533image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:48:04.753347image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:20.241901image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:22.392367image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:24.377929image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:26.409632image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:28.523824image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:30.437185image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:32.557407image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:34.538605image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:36.624815image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:38.533585image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:40.591208image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:42.531142image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:44.529404image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:46.454873image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:48.437707image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:50.503872image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:52.516770image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:54.571958image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:56.535893image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:58.835566image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:48:00.716171image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:48:02.735235image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:48:04.857316image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:20.362641image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:22.494472image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:24.539804image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:26.509385image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:28.627266image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:30.555938image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:32.657468image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:34.632219image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:36.708597image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:38.625587image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:40.690488image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:42.605376image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:44.619422image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:46.549658image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:48.534020image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:50.598881image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:52.603492image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:54.677049image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:56.638627image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:58.919002image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:48:00.801787image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:48:02.818527image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:48:04.934248image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:20.494788image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:22.594620image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:24.625315image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:26.594176image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:28.710470image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:30.651805image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:32.740645image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:34.723170image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:36.791109image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:38.706291image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:40.772495image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:42.705652image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:44.705981image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:46.731934image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:48.623897image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:50.672526image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:52.704223image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:54.765832image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:56.736972image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:59.017425image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:48:00.888033image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:48:02.917979image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:48:05.021342image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:20.597914image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:22.676417image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:24.695204image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:26.691192image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:28.791182image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:30.725448image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:32.830791image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:34.790327image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:36.890027image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:38.791792image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:40.859232image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:42.872211image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:44.788410image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:46.788126image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:48.704406image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:50.763993image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:52.769990image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:54.836379image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:56.835822image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:59.093459image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:48:00.968677image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:48:03.021521image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:48:05.100968image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:20.695029image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:22.758183image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:24.758462image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:26.775494image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:28.875712image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:30.807743image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:32.907479image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:34.890470image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:36.986580image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
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2024-05-13T11:47:27.677949image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:29.612672image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:31.658056image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:33.673852image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:35.756862image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:37.725829image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:39.734091image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:41.699735image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:43.705249image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:45.626470image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:47.606377image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:49.554833image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:51.670236image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:53.643072image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:55.652836image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:57.853933image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:59.904641image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:48:01.815564image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:48:03.904649image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:48:05.919572image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:21.589472image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:23.675683image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:25.619630image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:27.757083image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:29.691406image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:31.757453image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:33.771851image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:35.840384image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:37.808757image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:39.825556image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:41.772398image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:43.799887image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:45.715258image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:47.692215image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:49.652853image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:51.753549image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:53.719899image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:55.746150image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:57.952538image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:59.986256image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:48:01.901487image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:48:03.984598image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:48:06.018882image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:21.676699image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:23.761739image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:25.707404image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:27.858285image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:29.783552image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:31.859158image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:33.857307image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:35.941096image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:37.889810image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:39.921358image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:41.874111image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:43.871993image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:45.804176image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:47.772089image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:49.738063image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:51.837035image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:53.820246image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:55.821618image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:58.052215image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:48:00.076362image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:48:01.990673image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:48:04.078190image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:48:06.095041image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:21.752564image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:23.845042image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:25.791318image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:27.940966image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:29.858082image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:31.943014image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:33.938228image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:36.006629image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:37.969806image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:39.990517image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:41.954950image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:43.963996image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:45.882380image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:47.856158image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:49.820860image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:51.922439image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:53.903345image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:55.914331image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:58.152026image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:48:00.154320image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:48:02.068189image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:48:04.151179image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:48:06.174430image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:21.830319image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:23.924993image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:25.876204image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:28.023460image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:29.941880image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:32.030821image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:34.007961image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:36.090235image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:38.039732image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:40.085391image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:42.038989image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:44.038722image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:45.954642image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:47.923157image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:49.906419image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:52.003717image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:54.086598image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:55.986031image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:58.235670image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:48:00.230154image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:48:02.150734image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:48:04.236019image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:48:06.252988image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:21.923144image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:23.993085image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:25.957971image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:28.107173image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:30.007799image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:32.107368image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:34.100325image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:36.189598image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:38.123085image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:40.158218image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:42.105760image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:44.119452image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:46.040937image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:48.004140image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:49.987329image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:52.086764image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:54.154052image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:56.083253image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:58.332971image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:48:00.301728image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:48:02.218387image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:48:04.301169image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:48:06.337349image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:22.025634image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:24.076123image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:26.061043image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:28.192401image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:30.103057image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:32.201189image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:34.176112image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:36.275136image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:38.189695image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:40.254207image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:42.190778image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:44.188478image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:46.124211image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:48.088756image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:50.071272image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:52.170596image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:54.238818image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:56.169438image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:58.418917image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:48:00.386225image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:48:02.312981image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:48:04.396985image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:48:06.417616image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:22.109394image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:24.143479image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:26.142167image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:28.286965image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:30.174459image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:32.274194image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:34.272635image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:36.373313image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:38.283376image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:40.338576image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:42.272293image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:44.280111image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:46.206047image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:48.183716image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:50.154088image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:52.255494image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:54.320416image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:56.254838image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:47:58.502093image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:48:00.454048image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:48:02.385087image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
2024-05-13T11:48:04.467889image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/

Correlations

2024-05-13T11:48:12.101970image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
AverageMInFileExternalRiskEstimateMSinceMostRecentDelqMSinceMostRecentInqexcl7daysMSinceMostRecentTradeOpenMSinceOldestTradeOpenMaxDelq/PublicRecLast12MMaxDelqEverNetFractionInstallBurdenNetFractionRevolvingBurdenNumBank/NatlTradesWHighUtilizationNumInqLast6MNumInqLast6Mexcl7daysNumInstallTradesWBalanceNumRevolvingTradesWBalanceNumSatisfactoryTradesNumTotalTradesNumTrades60Ever/DerogPubRecNumTrades90Ever/DerogPubRecNumTradesOpeninLast12MPercentInstallTradesPercentTradesNeverDelqPercentTradesWBalanceRiskPerformance
AverageMInFile1.0000.4350.2000.1740.4050.7400.1440.129-0.0330.0070.112-0.0010.0030.0090.1750.3040.2770.1980.195-0.1470.0150.130-0.0150.228
ExternalRiskEstimate0.4351.000-0.1260.2100.2690.3610.6810.6080.004-0.343-0.215-0.025-0.025-0.023-0.1160.1770.139-0.204-0.1240.0090.0250.653-0.2160.440
MSinceMostRecentDelq0.200-0.1261.0000.1760.1460.194-0.340-0.4850.2070.2640.2240.2090.2100.2340.2150.1910.2180.5410.4540.1850.235-0.4440.2350.237
MSinceMostRecentInqexcl7days0.1740.2100.1761.0000.1230.2230.1930.1990.1940.1270.1690.1450.1480.2060.1850.2600.2450.1610.1760.2220.1580.2100.1080.201
MSinceMostRecentTradeOpen0.4050.2690.1460.1231.0000.2310.1600.166-0.0730.0960.054-0.113-0.118-0.042-0.029-0.035-0.0320.2070.215-0.4700.1550.1220.1690.034
MSinceOldestTradeOpen0.7400.3610.1940.2230.2311.0000.1510.1510.0730.0570.1840.0800.0830.1310.2770.3940.4420.1630.1660.0710.0260.167-0.0170.192
MaxDelq/PublicRecLast12M0.1440.681-0.3400.1930.1600.1511.0000.8540.1130.0190.0890.1340.1310.0690.0730.1390.104-0.234-0.1160.1760.0720.8600.0500.232
MaxDelqEver0.1290.608-0.4850.1990.1660.1510.8541.0000.1310.0460.1280.1400.1400.0980.1250.1770.125-0.350-0.1880.1830.0700.9190.0650.227
NetFractionInstallBurden-0.0330.0040.2070.194-0.0730.0730.1130.1311.0000.2880.2610.2700.2690.6530.2650.3060.2960.2050.2170.4350.4150.1470.3370.081
NetFractionRevolvingBurden0.007-0.3430.2640.1270.0960.0570.0190.0460.2881.0000.7300.2460.2480.3070.5320.1720.1820.2720.2630.2480.2290.0180.6190.312
NumBank/NatlTradesWHighUtilization0.112-0.2150.2240.1690.0540.1840.0890.1280.2610.7301.0000.2680.2710.3120.6650.4020.3720.1810.1830.3070.0640.1280.3780.224
NumInqLast6M-0.001-0.0250.2090.145-0.1130.0800.1340.1400.2700.2460.2681.0000.9850.2730.2550.2590.2620.2340.2550.4200.1980.1540.2040.079
NumInqLast6Mexcl7days0.003-0.0250.2100.148-0.1180.0830.1310.1400.2690.2480.2710.9851.0000.2740.2590.2630.2680.2340.2560.4220.1970.1540.2040.075
NumInstallTradesWBalance0.009-0.0230.2340.206-0.0420.1310.0690.0980.6530.3070.3120.2730.2741.0000.3260.4830.4520.2130.2150.4200.5260.1310.3790.054
NumRevolvingTradesWBalance0.175-0.1160.2150.185-0.0290.2770.0730.1250.2650.5320.6650.2550.2590.3261.0000.5810.5220.1570.1610.401-0.0710.1560.3640.136
NumSatisfactoryTrades0.3040.1770.1910.260-0.0350.3940.1390.1770.3060.1720.4020.2590.2630.4830.5811.0000.8820.0750.0960.4180.0630.273-0.0470.155
NumTotalTrades0.2770.1390.2180.245-0.0320.4420.1040.1250.2960.1820.3720.2620.2680.4520.5220.8821.0000.1460.1530.3970.1060.209-0.0040.105
NumTrades60Ever/DerogPubRec0.198-0.2040.5410.1610.2070.163-0.234-0.3500.2050.2720.1810.2340.2340.2130.1570.0750.1461.0000.8710.1600.287-0.2630.3000.098
NumTrades90Ever/DerogPubRec0.195-0.1240.4540.1760.2150.166-0.116-0.1880.2170.2630.1830.2550.2560.2150.1610.0960.1530.8711.0000.1850.289-0.1030.3000.065
NumTradesOpeninLast12M-0.1470.0090.1850.222-0.4700.0710.1760.1830.4350.2480.3070.4200.4220.4200.4010.4180.3970.1600.1851.0000.1670.2320.1600.071
PercentInstallTrades0.0150.0250.2350.1580.1550.0260.0720.0700.4150.2290.0640.1980.1970.526-0.0710.0630.1060.2870.2890.1671.0000.0570.4960.148
PercentTradesNeverDelq0.1300.653-0.4440.2100.1220.1670.8600.9190.1470.0180.1280.1540.1540.1310.1560.2730.209-0.263-0.1030.2320.0571.0000.0220.247
PercentTradesWBalance-0.015-0.2160.2350.1080.169-0.0170.0500.0650.3370.6190.3780.2040.2040.3790.364-0.047-0.0040.3000.3000.1600.4960.0221.0000.274
RiskPerformance0.2280.4400.2370.2010.0340.1920.2320.2270.0810.3120.2240.0790.0750.0540.1360.1550.1050.0980.0650.0710.1480.2470.2741.000

Missing values

2024-05-13T11:48:06.634592image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
A simple visualization of nullity by column.
2024-05-13T11:48:06.924995image/svg+xmlMatplotlib v3.8.4, https://matplotlib.org/
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

RiskPerformanceExternalRiskEstimateMSinceOldestTradeOpenMSinceMostRecentTradeOpenAverageMInFileNumSatisfactoryTradesNumTrades60Ever/DerogPubRecNumTrades90Ever/DerogPubRecPercentTradesNeverDelqMSinceMostRecentDelqMaxDelq/PublicRecLast12MMaxDelqEverNumTotalTradesNumTradesOpeninLast12MPercentInstallTradesMSinceMostRecentInqexcl7daysNumInqLast6MNumInqLast6Mexcl7daysNetFractionRevolvingBurdenNetFractionInstallBurdenNumRevolvingTradesWBalanceNumInstallTradesWBalanceNumBank/NatlTradesWHighUtilizationPercentTradesWBalance
0Bad551444842030832352314300033-881169
1Bad61581541244100-70870670000-80-8-80
2Bad6766524900100-7789444044536642186
3Bad66169173281193766630357054728364391
4Bad81333271321200100-77812025011518931080
5Bad591371178310091146321470006293124394
6Good5488737250092946263580448976772100
7Good68148765170083316618144000284822240
8Bad5932421382400855462712601168-871390
9Bad617943619009554619326066318653162
RiskPerformanceExternalRiskEstimateMSinceOldestTradeOpenMSinceMostRecentTradeOpenAverageMInFileNumSatisfactoryTradesNumTrades60Ever/DerogPubRecNumTrades90Ever/DerogPubRecPercentTradesNeverDelqMSinceMostRecentDelqMaxDelq/PublicRecLast12MMaxDelqEverNumTotalTradesNumTradesOpeninLast12MPercentInstallTradesMSinceMostRecentInqexcl7daysNumInqLast6MNumInqLast6Mexcl7daysNetFractionRevolvingBurdenNetFractionInstallBurdenNumRevolvingTradesWBalanceNumInstallTradesWBalanceNumBank/NatlTradesWHighUtilizationPercentTradesWBalance
10449Good57176487180089246181564119372531100
10450Good8431361032500100-778252241100109243070
10451Good791332682700100-7783033604419342060
10452Good901975921300100-77813146422550330100
10453Bad7541021213711831043431711134-871153
10454Good7313155721009580662151970026-8520100
10455Bad651473968110092286612042111865322180
10456Bad741296641811100-768181333446-85-8056
10457Bad722341211342229635624502060019-841038
10458Bad6628117400100-778526033267-8210100

Duplicate rows

Most frequently occurring

RiskPerformanceExternalRiskEstimateMSinceOldestTradeOpenMSinceMostRecentTradeOpenAverageMInFileNumSatisfactoryTradesNumTrades60Ever/DerogPubRecNumTrades90Ever/DerogPubRecPercentTradesNeverDelqMSinceMostRecentDelqMaxDelq/PublicRecLast12MMaxDelqEverNumTotalTradesNumTradesOpeninLast12MPercentInstallTradesMSinceMostRecentInqexcl7daysNumInqLast6MNumInqLast6Mexcl7daysNetFractionRevolvingBurdenNetFractionInstallBurdenNumRevolvingTradesWBalanceNumInstallTradesWBalanceNumBank/NatlTradesWHighUtilizationPercentTradesWBalance# duplicates
0Bad-9-9-9-9-9-9-9-9-9-9-9-9-9-9-9-9-9-9-9-9-9-9-9323
2Good-9-9-9-9-9-9-9-9-9-9-9-9-9-9-9-9-9-9-9-9-9-9-9265
1Bad64242181241620472451907404427-82301002